{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clean Image Generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import time\n",
    "import os\n",
    "import cv2\n",
    "import imageio \n",
    "import numpy as np\n",
    "import skimage\n",
    "import skimage.io as sio\n",
    "import torch.multiprocessing as mp\n",
    "from PIL import Image\n",
    "import json\n",
    "import ffmpeg\n",
    "import scipy.io as io"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def read_video(videoPath):\n",
    "    # read video\n",
    "    out, _ = (\n",
    "    ffmpeg\n",
    "    .input(videoPath)\n",
    "    .output('pipe:', format='rawvideo', pix_fmt='rgb24')\n",
    "    .run(capture_stdout=True)\n",
    "    )\n",
    "    # read matedata of video\n",
    "    probe = ffmpeg.probe(videoPath)\n",
    "    video_info = next(s for s in probe['streams'] if s['codec_type'] == 'video')\n",
    "    width = int(video_info['width'])\n",
    "    height = int(video_info['height'])\n",
    "    # Convert to Numpy array\n",
    "    video = (\n",
    "    np\n",
    "    .frombuffer(out,np.uint8)\n",
    "    .reshape([-1, height, width, 3])\n",
    "    )\n",
    "    return video"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def get_max_occur_number(arr):\n",
    "    bc = np.bincount(arr)\n",
    "    argmax = np.argmax(bc)\n",
    "    count = bc[argmax]\n",
    "    return argmax,count\n",
    "\n",
    "def job(q,y,Range):\n",
    "    w1,w2,h1,h2 = Range\n",
    "    percent_min = []\n",
    "    percent_max = []\n",
    "    maps = np.zeros((int(h2-h1)*int(w2-w1),101))\n",
    "    for h in range(int(h1),int(h2)):\n",
    "        for w in range(int(w1),int(w2)):\n",
    "            argmax,count = get_max_occur_number(y[:,h,w])\n",
    "            index = [i for (i, j) in enumerate(sorted(y[:,h,w])) if j == argmax ]\n",
    "            percent_min.append(index[0]/len(y[:,h,w])*100)\n",
    "            percent_max.append(index[-1]/len(y[:,h,w])*100)\n",
    "    for i in range(int(h2-h1)*int(w2-w1)):\n",
    "        for j in range(0,101):\n",
    "            if j >= percent_min[i] and j <= percent_max[i]:\n",
    "                maps[i,j]=1\n",
    "    print('range {w1} to {w2}, {h1} to {h2} is being stored...'.format(w1=w1,w2=w2,h1=h1,h2=h2))\n",
    "    q.put(maps)\n",
    "    print('range {w1} to {w2}, {h1} to {h2} was stored successfully...'.format(w1=w1,w2=w2,h1=h1,h2=h2))\n",
    "\n",
    "def computer_percentile(y):\n",
    "    _,H,W = y.shape\n",
    "\n",
    "    q1 = mp.SimpleQueue()\n",
    "    q2 = mp.SimpleQueue()\n",
    "    q3 = mp.SimpleQueue()\n",
    "    q4 = mp.SimpleQueue()\n",
    "    q5 = mp.SimpleQueue()\n",
    "    q6 = mp.SimpleQueue()\n",
    "    q7 = mp.SimpleQueue()\n",
    "    q8 = mp.SimpleQueue()\n",
    "\n",
    "    R1 = (W/4*0, W/4*1, 0,   H/2 )\n",
    "    R2 = (W/4*1, W/4*2, 0,   H/2 )\n",
    "    R3 = (W/4*2, W/4*3, 0,   H/2 )\n",
    "    R4 = (W/4*3, W/4*4, 0,   H/2 )\n",
    "    R5 = (W/4*0, W/4*1, H/2,  H  )\n",
    "    R6 = (W/4*1, W/4*2, H/2,  H  )\n",
    "    R7 = (W/4*2, W/4*3, H/2,  H  )\n",
    "    R8 = (W/4*3, W/4*4, H/2,  H  )\n",
    "\n",
    "    p1 = mp.Process(target=job,args=(q1,y,R1))\n",
    "    p2 = mp.Process(target=job,args=(q2,y,R2))\n",
    "    p3 = mp.Process(target=job,args=(q3,y,R3))\n",
    "    p4 = mp.Process(target=job,args=(q4,y,R4))\n",
    "    p5 = mp.Process(target=job,args=(q5,y,R5))\n",
    "    p6 = mp.Process(target=job,args=(q6,y,R6))\n",
    "    p7 = mp.Process(target=job,args=(q7,y,R7))\n",
    "    p8 = mp.Process(target=job,args=(q8,y,R8))\n",
    "\n",
    "    p1.deamon = True\n",
    "    p2.deamon = True\n",
    "    p3.deamon = True\n",
    "    p4.deamon = True\n",
    "    p5.deamon = True\n",
    "    p6.deamon = True\n",
    "    p7.deamon = True\n",
    "    p8.deamon = True\n",
    "\n",
    "    p1.start()\n",
    "    p2.start()\n",
    "    p3.start()\n",
    "    p4.start()\n",
    "    p5.start()\n",
    "    p6.start()\n",
    "    p7.start()\n",
    "    p8.start()\n",
    "\n",
    "    map1 = q1.get()\n",
    "    map2 = q2.get()\n",
    "    map3 = q3.get()\n",
    "    map4 = q4.get()\n",
    "    map5 = q5.get()\n",
    "    map6 = q6.get()\n",
    "    map7 = q7.get()\n",
    "    map8 = q8.get()\n",
    "    maps = np.concatenate((map1,map2,map3,map4,map5,map6,map7,map8),axis=0)\n",
    "    percentile = np.argmax([np.sum(maps[:,i]) for i in range(0,101)])\n",
    "    return percentile\n",
    "def RGB2YCbCr(rgb):\n",
    "        m = np.array([[ 0.29900, -0.16874,  0.50000],\n",
    "                    [0.58700, -0.33126, -0.41869],\n",
    "                    [ 0.11400, 0.50000, -0.08131]])\n",
    "        ycbcr = np.dot(rgb,m)\n",
    "        ycbcr[:,:,1:]+=128.0\n",
    "        return ycbcr.astype('uint8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "video_name = 'rain_s270.mp4'\n",
    "frame_number = 100 # adapt this to get better result\n",
    "rgb = read_video('../Movies/data/stabilization/'+video_name)# Change to your video path\n",
    "rgb = rgb[:frame_number]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "187.1345009803772\n",
      "Next\n"
     ]
    }
   ],
   "source": [
    "ycbcr = RGB2YCbCr(rgb)\n",
    "y  = ycbcr[:,:,:,0]\n",
    "\n",
    "end = time.time()\n",
    "percentile = computer_percentile(y) \n",
    "print(time.time()-end)\n",
    "print('Saving image...')\n",
    "print(time.time()-end)\n",
    "final = np.percentile(rgb,percentile,axis=0).astype('uint8')\n",
    "Image.fromarray(final).save('/Users/stevewong/LAB/no-rain/'+video_name[:-4]+'_final.png')\n",
    "\n",
    "print(time.time()-end)   \n",
    "print('Next')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1cddf0a20>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sio.imshow(final)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
